Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	7209
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	844.9 KiB
Average record size in memory	120.0 B

Variable types

Numeric	14
Categorical	1

Alerts

`TIME` is highly correlated with `S` and 13 other fields	High correlation
`S` is highly correlated with `TIME` and 13 other fields	High correlation
`T1` is highly correlated with `TIME` and 13 other fields	High correlation
`T2` is highly correlated with `TIME` and 13 other fields	High correlation
`T3` is highly correlated with `TIME` and 13 other fields	High correlation
`T4` is highly correlated with `TIME` and 13 other fields	High correlation
`T5` is highly correlated with `TIME` and 13 other fields	High correlation
`T7` is highly correlated with `TIME` and 13 other fields	High correlation
`T8` is highly correlated with `TIME` and 13 other fields	High correlation
`T11` is highly correlated with `TIME` and 13 other fields	High correlation
`T12` is highly correlated with `TIME` and 13 other fields	High correlation
`T13` is highly correlated with `TIME` and 13 other fields	High correlation
`T14` is highly correlated with `TIME` and 13 other fields	High correlation
`Z` is highly correlated with `TIME` and 13 other fields	High correlation
`T6` is highly correlated with `TIME` and 13 other fields	High correlation
`TIME` is uniformly distributed	Uniform
`TIME` has unique values	Unique
`S` has 1217 (16.9%) zeros	Zeros

Reproduction

Analysis started	2022-11-11 03:27:24.854337
Analysis finished	2022-11-11 03:27:35.527868
Duration	10.67 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

TIME
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	7209
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.3333333

Minimum	0
Maximum	600.6666667
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	0
5-th percentile	30.03333333
Q1	150.1666667
median	300.3333333
Q3	450.5
95-th percentile	570.6333333
Maximum	600.6666667
Range	600.6666667
Interquartile range (IQR)	300.3333333

Descriptive statistics

Standard deviation	173.4336148
Coefficient of variation (CV)	0.5774704156
Kurtosis	-1.2
Mean	300.3333333
Median Absolute Deviation (MAD)	150.1666667
Skewness	3.044298475 × 10^-16
Sum	2165103
Variance	30079.21875
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
403.5833333	1	< 0.1%
401.0833333	1	< 0.1%
401	1	< 0.1%
400.9166667	1	< 0.1%
400.8333333	1	< 0.1%
400.75	1	< 0.1%
400.6666667	1	< 0.1%
400.5833333	1	< 0.1%
400.5	1	< 0.1%
Other values (7199)	7199	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.08333333333	1	< 0.1%
0.1666666667	1	< 0.1%
0.25	1	< 0.1%
0.3333333333	1	< 0.1%
0.4166666667	1	< 0.1%
0.5	1	< 0.1%
0.5833333333	1	< 0.1%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%

Value	Count	Frequency (%)
600.6666667	1	< 0.1%
600.5833333	1	< 0.1%
600.5	1	< 0.1%
600.4166667	1	< 0.1%
600.3333333	1	< 0.1%
600.25	1	< 0.1%
600.1666667	1	< 0.1%
600.0833333	1	< 0.1%
600	1	< 0.1%
599.9166667	1	< 0.1%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10909.92912

Minimum	0
Maximum	20001
Zeros	1217
Zeros (%)	16.9%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8000
median	12001
Q3	15999
95-th percentile	19999
Maximum	20001
Range	20001
Interquartile range (IQR)	7999

Descriptive statistics

Standard deviation	5855.888521
Coefficient of variation (CV)	0.5367485396
Kurtosis	-0.4068495776
Mean	10909.92912
Median Absolute Deviation (MAD)	3998
Skewness	-0.6765456126
Sum	78649679
Variance	34291430.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
12001	1323	18.4%
0	1217	16.9%
15999	988	13.7%
14000	899	12.5%
9998	765	10.6%
8000	698	9.7%
18000	427	5.9%
20001	306	4.2%
7999	250	3.5%
13999	217	3.0%
Other values (6)	119	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1217	16.9%
9	1	< 0.1%
7999	250	3.5%
8000	698	9.7%
9998	765	10.6%
11482	1	< 0.1%
11608	1	< 0.1%
12001	1323	18.4%
13999	217	3.0%
14000	899	12.5%

Value	Count	Frequency (%)
20001	306	4.2%
19999	98	1.4%
18000	427	5.9%
17998	17	0.2%
15999	988	13.7%
14068	1	< 0.1%
14000	899	12.5%
13999	217	3.0%
12001	1323	18.4%
11608	1	< 0.1%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	65
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.50735886

Minimum	23
Maximum	26.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23
5-th percentile	23.6
Q1	23.9
median	24.4
Q3	25
95-th percentile	25.9
Maximum	26.2
Range	3.2
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.6932028994
Coefficient of variation (CV)	0.02828550002
Kurtosis	-0.5928502996
Mean	24.50735886
Median Absolute Deviation (MAD)	0.5
Skewness	0.4941812632
Sum	176673.55
Variance	0.4805302598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.9	1086	15.1%
23.9	852	11.8%
24.3	705	9.8%
24.4	649	9.0%
23.6	504	7.0%
25.1	456	6.3%
25.4	399	5.5%
25.3	378	5.2%
23.7	369	5.1%
24	365	5.1%
Other values (55)	1446	20.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	10	0.1%
23.05	1	< 0.1%
23.1	4	0.1%
23.15	1	< 0.1%
23.2	2	< 0.1%
23.25	1	< 0.1%
23.3	7	0.1%
23.35	1	< 0.1%
23.4	32	0.4%
23.45	1	< 0.1%

Value	Count	Frequency (%)
26.2	44	0.6%
26.15	2	< 0.1%
26.1	270	3.7%
26.05	2	< 0.1%
26	38	0.5%
25.95	2	< 0.1%
25.9	14	0.2%
25.85	2	< 0.1%
25.8	22	0.3%
25.75	2	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.31653489

Minimum	23
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	23.2
median	23.3
Q3	23.4
95-th percentile	23.7
Maximum	23.7
Range	0.7
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.209058537
Coefficient of variation (CV)	0.008966106587
Kurtosis	-0.5575299173
Mean	23.31653489
Median Absolute Deviation (MAD)	0.1
Skewness	0.4941659988
Sum	168088.9
Variance	0.0437054719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
23.3	1893	26.3%
23.2	1331	18.5%
23.7	1066	14.8%
23.4	861	11.9%
23.1	800	11.1%
23	727	10.1%
23.5	414	5.7%
23.6	117	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	727	10.1%
23.1	800	11.1%
23.2	1331	18.5%
23.3	1893	26.3%
23.4	861	11.9%
23.5	414	5.7%
23.6	117	1.6%
23.7	1066	14.8%

Value	Count	Frequency (%)
23.7	1066	14.8%
23.6	117	1.6%
23.5	414	5.7%
23.4	861	11.9%
23.3	1893	26.3%
23.2	1331	18.5%
23.1	800	11.1%
23	727	10.1%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.29747538

Minimum	23
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	23.2
median	23.3
Q3	23.4
95-th percentile	23.7
Maximum	23.7
Range	0.7
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.2139988603
Coefficient of variation (CV)	0.009185495715
Kurtosis	-0.39355938
Mean	23.29747538
Median Absolute Deviation (MAD)	0.1
Skewness	0.58558644
Sum	167951.5
Variance	0.04579551219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
23.3	1722	23.9%
23.2	1647	22.8%
23.7	1109	15.4%
23	1102	15.3%
23.4	1062	14.7%
23.1	484	6.7%
23.6	75	1.0%
23.5	8	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	1102	15.3%
23.1	484	6.7%
23.2	1647	22.8%
23.3	1722	23.9%
23.4	1062	14.7%
23.5	8	0.1%
23.6	75	1.0%
23.7	1109	15.4%

Value	Count	Frequency (%)
23.7	1109	15.4%
23.6	75	1.0%
23.5	8	0.1%
23.4	1062	14.7%
23.3	1722	23.9%
23.2	1647	22.8%
23.1	484	6.7%
23	1102	15.3%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.63936746

Minimum	23.1
Maximum	24.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23.1
5-th percentile	23.2
Q1	23.4
median	23.7
Q3	23.8
95-th percentile	24.1
Maximum	24.1
Range	1
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2591894637
Coefficient of variation (CV)	0.01096431468
Kurtosis	-0.6190262733
Mean	23.63936746
Median Absolute Deviation (MAD)	0.2
Skewness	-0.08252249767
Sum	170416.2
Variance	0.06717917808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.7	1669	23.2%
23.8	1003	13.9%
23.6	887	12.3%
23.3	867	12.0%
24.1	659	9.1%
23.4	557	7.7%
23.5	467	6.5%
23.9	372	5.2%
23.2	261	3.6%
24	257	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.1	210	2.9%
23.2	261	3.6%
23.3	867	12.0%
23.4	557	7.7%
23.5	467	6.5%
23.6	887	12.3%
23.7	1669	23.2%
23.8	1003	13.9%
23.9	372	5.2%
24	257	3.6%

Value	Count	Frequency (%)
24.1	659	9.1%
24	257	3.6%
23.9	372	5.2%
23.8	1003	13.9%
23.7	1669	23.2%
23.6	887	12.3%
23.5	467	6.5%
23.4	557	7.7%
23.3	867	12.0%
23.2	261	3.6%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.5313497

Minimum	23.2
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23.2
5-th percentile	23.3
Q1	23.4
median	23.5
Q3	23.7
95-th percentile	23.8
Maximum	23.8
Range	0.6
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.1780610544
Coefficient of variation (CV)	0.007566971579
Kurtosis	-1.068804667
Mean	23.5313497
Median Absolute Deviation (MAD)	0.1
Skewness	0.05359577082
Sum	169637.5
Variance	0.0317057391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
23.4	1553	21.5%
23.5	1253	17.4%
23.8	1230	17.1%
23.6	1126	15.6%
23.3	868	12.0%
23.7	854	11.8%
23.2	325	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.2	325	4.5%
23.3	868	12.0%
23.4	1553	21.5%
23.5	1253	17.4%
23.6	1126	15.6%
23.7	854	11.8%
23.8	1230	17.1%

Value	Count	Frequency (%)
23.8	1230	17.1%
23.7	854	11.8%
23.6	1126	15.6%
23.5	1253	17.4%
23.4	1553	21.5%
23.3	868	12.0%
23.2	325	4.5%

T6
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.4 KiB

23.3	2670
23.4	1832
23.6	1365
23.5	906
23.7	436

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	28836
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	23.6
2nd row	23.6
3rd row	23.6
4th row	23.6
5th row	23.6

Common Values

Value	Count	Frequency (%)
23.3	2670	37.0%
23.4	1832	25.4%
23.6	1365	18.9%
23.5	906	12.6%
23.7	436	6.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
23.3	2670	37.0%
23.4	1832	25.4%
23.6	1365	18.9%
23.5	906	12.6%
23.7	436	6.0%

Most occurring characters

Value	Count	Frequency (%)
3	9879	34.3%
2	7209	25.0%
.	7209	25.0%
4	1832	6.4%
6	1365	4.7%
5	906	3.1%
7	436	1.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21627	75.0%
Other Punctuation	7209	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	9879	45.7%
2	7209	33.3%
4	1832	8.5%
6	1365	6.3%
5	906	4.2%
7	436	2.0%

Other Punctuation

Value	Count	Frequency (%)
.	7209	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	28836	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	9879	34.3%
2	7209	25.0%
.	7209	25.0%
4	1832	6.4%
6	1365	4.7%
5	906	3.1%
7	436	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28836	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	9879	34.3%
2	7209	25.0%
.	7209	25.0%
4	1832	6.4%
6	1365	4.7%
5	906	3.1%
7	436	1.5%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.20145651

Minimum	22.8
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.8
5-th percentile	22.9
Q1	23.1
median	23.1
Q3	23.3
95-th percentile	23.7
Maximum	23.7
Range	0.9
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.2428485191
Coefficient of variation (CV)	0.01046695146
Kurtosis	0.008616794631
Mean	23.20145651
Median Absolute Deviation (MAD)	0.1
Skewness	0.8780342809
Sum	167259.3
Variance	0.05897540325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23.1	2094	29.0%
23.2	1369	19.0%
23.3	947	13.1%
23.7	932	12.9%
22.9	832	11.5%
23	628	8.7%
23.6	212	2.9%
22.8	154	2.1%
23.5	30	0.4%
23.4	11	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8	154	2.1%
22.9	832	11.5%
23	628	8.7%
23.1	2094	29.0%
23.2	1369	19.0%
23.3	947	13.1%
23.4	11	0.2%
23.5	30	0.4%
23.6	212	2.9%
23.7	932	12.9%

Value	Count	Frequency (%)
23.7	932	12.9%
23.6	212	2.9%
23.5	30	0.4%
23.4	11	0.2%
23.3	947	13.1%
23.2	1369	19.0%
23.1	2094	29.0%
23	628	8.7%
22.9	832	11.5%
22.8	154	2.1%

T8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.37301984

Minimum	23
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	23.2
median	23.4
Q3	23.5
95-th percentile	23.7
Maximum	23.7
Range	0.7
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.2036032103
Coefficient of variation (CV)	0.008711035702
Kurtosis	-0.8049997203
Mean	23.37301984
Median Absolute Deviation (MAD)	0.2
Skewness	-0.1281186659
Sum	168496.1
Variance	0.04145426723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
23.4	1361	18.9%
23.2	1160	16.1%
23.3	1093	15.2%
23.5	1079	15.0%
23.7	809	11.2%
23.6	751	10.4%
23	672	9.3%
23.1	284	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	672	9.3%
23.1	284	3.9%
23.2	1160	16.1%
23.3	1093	15.2%
23.4	1361	18.9%
23.5	1079	15.0%
23.6	751	10.4%
23.7	809	11.2%

Value	Count	Frequency (%)
23.7	809	11.2%
23.6	751	10.4%
23.5	1079	15.0%
23.4	1361	18.9%
23.3	1093	15.2%
23.2	1160	16.1%
23.1	284	3.9%
23	672	9.3%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	43
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.99680954

Minimum	24.9
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	24.9
5-th percentile	25.1
Q1	25.8
median	26
Q3	26.3
95-th percentile	26.7
Maximum	27
Range	2.1
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.4679387256
Coefficient of variation (CV)	0.01799985205
Kurtosis	-0.415407724
Mean	25.99680954
Median Absolute Deviation (MAD)	0.3
Skewness	-0.383869902
Sum	187411
Variance	0.2189666509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
26	715	9.9%
25.9	595	8.3%
26.1	540	7.5%
25.8	534	7.4%
26.3	518	7.2%
26.2	485	6.7%
26.5	415	5.8%
26.4	365	5.1%
26.6	348	4.8%
25.2	292	4.1%
Other values (33)	2402	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.9	17	0.2%
24.95	2	< 0.1%
25	199	2.8%
25.05	2	< 0.1%
25.1	276	3.8%
25.15	4	0.1%
25.2	292	4.1%
25.25	4	0.1%
25.3	189	2.6%
25.35	17	0.2%

Value	Count	Frequency (%)
27	47	0.7%
26.95	6	0.1%
26.9	64	0.9%
26.85	10	0.1%
26.8	88	1.2%
26.75	14	0.2%
26.7	212	2.9%
26.65	20	0.3%
26.6	348	4.8%
26.55	34	0.5%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.2521709

Minimum	22.7
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.7
5-th percentile	22.8
Q1	23.1
median	23.2
Q3	23.4
95-th percentile	23.6
Maximum	23.7
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.2306882182
Coefficient of variation (CV)	0.009921147546
Kurtosis	-0.6635364194
Mean	23.2521709
Median Absolute Deviation (MAD)	0.2
Skewness	-0.1266169412
Sum	167624.9
Variance	0.05321705403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.2	1563	21.7%
23.3	1068	14.8%
23.1	905	12.6%
23.6	816	11.3%
23.5	732	10.2%
23.4	715	9.9%
22.9	587	8.1%
22.8	338	4.7%
23	332	4.6%
23.7	125	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.7	28	0.4%
22.8	338	4.7%
22.9	587	8.1%
23	332	4.6%
23.1	905	12.6%
23.2	1563	21.7%
23.3	1068	14.8%
23.4	715	9.9%
23.5	732	10.2%
23.6	816	11.3%

Value	Count	Frequency (%)
23.7	125	1.7%
23.6	816	11.3%
23.5	732	10.2%
23.4	715	9.9%
23.3	1068	14.8%
23.2	1563	21.7%
23.1	905	12.6%
23	332	4.6%
22.9	587	8.1%
22.8	338	4.7%

T13
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.31733944

Minimum	22.7
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.7
5-th percentile	22.8
Q1	23.2
median	23.4
Q3	23.5
95-th percentile	23.6
Maximum	23.7
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.229138645
Coefficient of variation (CV)	0.009826963563
Kurtosis	0.3166809714
Mean	23.31733944
Median Absolute Deviation (MAD)	0.1
Skewness	-0.9923869564
Sum	168094.7
Variance	0.05250451865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
23.4	1755	24.3%
23.5	1525	21.2%
23.3	1420	19.7%
23.6	530	7.4%
23.2	465	6.5%
22.8	427	5.9%
22.9	366	5.1%
23.1	315	4.4%
23	165	2.3%
23.7	149	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.7	92	1.3%
22.8	427	5.9%
22.9	366	5.1%
23	165	2.3%
23.1	315	4.4%
23.2	465	6.5%
23.3	1420	19.7%
23.4	1755	24.3%
23.5	1525	21.2%
23.6	530	7.4%

Value	Count	Frequency (%)
23.7	149	2.1%
23.6	530	7.4%
23.5	1525	21.2%
23.4	1755	24.3%
23.3	1420	19.7%
23.2	465	6.5%
23.1	315	4.4%
23	165	2.3%
22.9	366	5.1%
22.8	427	5.9%

T14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	14
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.15530587

Minimum	22.4
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	22.4
5-th percentile	22.6
Q1	23
median	23.2
Q3	23.4
95-th percentile	23.6
Maximum	23.7
Range	1.3
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2936290664
Coefficient of variation (CV)	0.01268085458
Kurtosis	-0.4815178802
Mean	23.15530587
Median Absolute Deviation (MAD)	0.2
Skewness	-0.3281053925
Sum	166926.6
Variance	0.08621802866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
23.2	1226	17.0%
23.1	1160	16.1%
23.5	804	11.2%
23	725	10.1%
23.4	670	9.3%
23.3	565	7.8%
22.7	460	6.4%
23.6	363	5.0%
22.6	319	4.4%
22.8	308	4.3%
Other values (4)	609	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.4	28	0.4%
22.5	130	1.8%
22.6	319	4.4%
22.7	460	6.4%
22.8	308	4.3%
22.9	257	3.6%
23	725	10.1%
23.1	1160	16.1%
23.2	1226	17.0%
23.3	565	7.8%

Value	Count	Frequency (%)
23.7	194	2.7%
23.6	363	5.0%
23.5	804	11.2%
23.4	670	9.3%
23.3	565	7.8%
23.2	1226	17.0%
23.1	1160	16.1%
23	725	10.1%
22.9	257	3.6%
22.8	308	4.3%

Z
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	256
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.69295325

Minimum	0
Maximum	47
Zeros	10
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	56.4 KiB

Quantile statistics

Minimum	0
5-th percentile	3.3
Q1	12.3
median	18.3
Q3	27.8
95-th percentile	42.06
Maximum	47
Range	47
Interquartile range (IQR)	15.5

Descriptive statistics

Standard deviation	11.26124892
Coefficient of variation (CV)	0.5718415504
Kurtosis	-0.4052891834
Mean	19.69295325
Median Absolute Deviation (MAD)	7.6
Skewness	0.3544731782
Sum	141966.5
Variance	126.8157273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.5	518	7.2%
18.3	387	5.4%
25.9	354	4.9%
29	340	4.7%
15.2	283	3.9%
3.3	264	3.7%
3.3	261	3.6%
15.1	247	3.4%
19.4	218	3.0%
12.1	215	3.0%
Other values (246)	4122	57.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	0.1%
0.9	1	< 0.1%
1.4	6	0.1%
1.5	80	1.1%
1.8	4	0.1%
1.9	48	0.7%
2.2	74	1.0%
2.3	22	0.3%
2.4	1	< 0.1%
2.7	1	< 0.1%

Value	Count	Frequency (%)
47	22	0.3%
46.6	44	0.6%
46.5	2	< 0.1%
46.4	15	0.2%
45.9	145	2.0%
45.7	2	< 0.1%
45.6	1	< 0.1%
44.8	86	1.2%
44.7	36	0.5%
43.9	1	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	TIME	S	T1	T2	T3	T4	T5	T6	T7	T8	T11	T12	T13	T14
0	0.000000	0	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
1	0.083333	0	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
2	0.166667	0	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
3	0.250000	0	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
4	0.333333	0	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
5	0.416667	11608	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
6	0.500000	12001	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
7	0.583333	12001	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.00	22.7	22.9	22.5
8	0.666667	12001	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.05	22.7	22.9	22.5
9	0.750000	12001	23.0	23.0	23.1	23.1	23.2	23.6	23.0	23.0	25.10	22.7	22.9	22.5

Last rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T11	T12	T13	T14	Z
7199	599.916667	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7200	600.000000	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7201	600.083333	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7202	600.166667	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7203	600.250000	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7204	600.333333	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7205	600.416667	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7206	600.500000	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7207	600.583333	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9
7208	600.666667	23.5	23.6	23.6	23.7	23.7	23.7	23.6	23.6	25.0	22.8	22.7	22.4	1.9

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows